Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 2333 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 449.6 KiB |
| Average record size in memory | 197.3 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 15 |
| Boolean | 3 |
state has a high cardinality: 51 distinct values | High cardinality |
phone number has a high cardinality: 2333 distinct values | High cardinality |
number vmail messages is highly overall correlated with voice mail plan | High correlation |
total day minutes is highly overall correlated with total day charge | High correlation |
total day charge is highly overall correlated with total day minutes | High correlation |
total eve minutes is highly overall correlated with total eve charge | High correlation |
total eve charge is highly overall correlated with total eve minutes | High correlation |
total night minutes is highly overall correlated with total night charge | High correlation |
total night charge is highly overall correlated with total night minutes | High correlation |
total intl minutes is highly overall correlated with total intl charge | High correlation |
total intl charge is highly overall correlated with total intl minutes | High correlation |
voice mail plan is highly overall correlated with number vmail messages | High correlation |
international plan is highly imbalanced (54.0%) | Imbalance |
phone number is uniformly distributed | Uniform |
phone number has unique values | Unique |
number vmail messages has 1695 (72.7%) zeros | Zeros |
customer service calls has 508 (21.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-02 03:19:13.765341 |
|---|---|
| Analysis finished | 2023-03-02 03:19:55.572504 |
| Duration | 41.81 seconds |
| Software version | pandas-profiling vdev |
| Download configuration | config.json |
state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.5 KiB |
| WV | 70 |
|---|---|
| NY | 64 |
| OR | 59 |
| TX | 59 |
| OH | 58 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4666 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NE |
|---|---|
| 2nd row | WI |
| 3rd row | NJ |
| 4th row | NV |
| 5th row | HI |
Common Values
| Value | Count | Frequency (%) |
| WV | 70 | 3.0% |
| NY | 64 | 2.7% |
| OR | 59 | 2.5% |
| TX | 59 | 2.5% |
| OH | 58 | 2.5% |
| MN | 58 | 2.5% |
| MI | 57 | 2.4% |
| CT | 54 | 2.3% |
| MT | 54 | 2.3% |
| WY | 54 | 2.3% |
| Other values (41) | 1746 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| wv | 70 | 3.0% |
| ny | 64 | 2.7% |
| or | 59 | 2.5% |
| tx | 59 | 2.5% |
| oh | 58 | 2.5% |
| mn | 58 | 2.5% |
| mi | 57 | 2.4% |
| ct | 54 | 2.3% |
| mt | 54 | 2.3% |
| wy | 54 | 2.3% |
| Other values (41) | 1746 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 504 | 10.8% |
| A | 473 | 10.1% |
| M | 447 | 9.6% |
| I | 354 | 7.6% |
| T | 304 | 6.5% |
| D | 274 | 5.9% |
| O | 244 | 5.2% |
| C | 243 | 5.2% |
| W | 212 | 4.5% |
| V | 203 | 4.4% |
| Other values (14) | 1408 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 4666 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 504 | 10.8% |
| A | 473 | 10.1% |
| M | 447 | 9.6% |
| I | 354 | 7.6% |
| T | 304 | 6.5% |
| D | 274 | 5.9% |
| O | 244 | 5.2% |
| C | 243 | 5.2% |
| W | 212 | 4.5% |
| V | 203 | 4.4% |
| Other values (14) | 1408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4666 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 504 | 10.8% |
| A | 473 | 10.1% |
| M | 447 | 9.6% |
| I | 354 | 7.6% |
| T | 304 | 6.5% |
| D | 274 | 5.9% |
| O | 244 | 5.2% |
| C | 243 | 5.2% |
| W | 212 | 4.5% |
| V | 203 | 4.4% |
| Other values (14) | 1408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4666 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 504 | 10.8% |
| A | 473 | 10.1% |
| M | 447 | 9.6% |
| I | 354 | 7.6% |
| T | 304 | 6.5% |
| D | 274 | 5.9% |
| O | 244 | 5.2% |
| C | 243 | 5.2% |
| W | 212 | 4.5% |
| V | 203 | 4.4% |
| Other values (14) | 1408 |
account length
Real number (ℝ)
| Distinct | 205 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.43463 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 34.6 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 165 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.64247 |
|---|---|
| Coefficient of variation (CV) | 0.39470916 |
| Kurtosis | -0.065715643 |
| Mean | 100.43463 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.088515393 |
| Sum | 234314 |
| Variance | 1571.5254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 93 | 33 | 1.4% |
| 105 | 32 | 1.4% |
| 112 | 30 | 1.3% |
| 116 | 30 | 1.3% |
| 87 | 29 | 1.2% |
| 90 | 28 | 1.2% |
| 100 | 28 | 1.2% |
| 99 | 28 | 1.2% |
| 101 | 26 | 1.1% |
| 64 | 26 | 1.1% |
| Other values (195) | 2043 |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 2 | 1 | < 0.1% |
| 3 | 3 | |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | |
| 10 | 2 | 0.1% |
| 11 | 3 |
| Value | Count | Frequency (%) |
| 243 | 1 | |
| 232 | 1 | |
| 225 | 2 | |
| 224 | 2 | |
| 221 | 1 | |
| 217 | 1 | |
| 215 | 1 | |
| 210 | 2 | |
| 209 | 2 | |
| 208 | 1 |
area code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.5 KiB |
| 415 | |
|---|---|
| 408 | |
| 510 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6999 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 415 |
|---|---|
| 2nd row | 510 |
| 3rd row | 415 |
| 4th row | 510 |
| 5th row | 510 |
Common Values
| Value | Count | Frequency (%) |
| 415 | 1178 | |
| 408 | 588 | |
| 510 | 567 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 415 | 1178 | |
| 408 | 588 | |
| 510 | 567 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1766 | |
| 1 | 1745 | |
| 5 | 1745 | |
| 0 | 1155 | |
| 8 | 588 | 8.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6999 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1766 | |
| 1 | 1745 | |
| 5 | 1745 | |
| 0 | 1155 | |
| 8 | 588 | 8.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6999 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1766 | |
| 1 | 1745 | |
| 5 | 1745 | |
| 0 | 1155 | |
| 8 | 588 | 8.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6999 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1766 | |
| 1 | 1745 | |
| 5 | 1745 | |
| 0 | 1155 | |
| 8 | 588 | 8.4% |
phone number
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 2333 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.5 KiB |
| 421-8535 | 1 |
|---|---|
| 330-5824 | 1 |
| 340-4972 | 1 |
| 378-9506 | 1 |
| 383-5976 | 1 |
| Other values (2328) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 18664 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2333 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 421-8535 |
|---|---|
| 2nd row | 417-2265 |
| 3rd row | 327-9341 |
| 4th row | 419-9688 |
| 5th row | 364-8128 |
Common Values
| Value | Count | Frequency (%) |
| 421-8535 | 1 | < 0.1% |
| 330-5824 | 1 | < 0.1% |
| 340-4972 | 1 | < 0.1% |
| 378-9506 | 1 | < 0.1% |
| 383-5976 | 1 | < 0.1% |
| 334-4438 | 1 | < 0.1% |
| 393-4823 | 1 | < 0.1% |
| 365-5682 | 1 | < 0.1% |
| 409-8814 | 1 | < 0.1% |
| 366-4444 | 1 | < 0.1% |
| Other values (2323) | 2323 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 421-8535 | 1 | < 0.1% |
| 338-6556 | 1 | < 0.1% |
| 408-4836 | 1 | < 0.1% |
| 327-9341 | 1 | < 0.1% |
| 419-9688 | 1 | < 0.1% |
| 364-8128 | 1 | < 0.1% |
| 338-9210 | 1 | < 0.1% |
| 353-2630 | 1 | < 0.1% |
| 409-3786 | 1 | < 0.1% |
| 392-2733 | 1 | < 0.1% |
| Other values (2323) | 2323 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 3268 | |
| - | 2333 | |
| 4 | 1967 | |
| 5 | 1449 | |
| 7 | 1432 | |
| 6 | 1432 | |
| 9 | 1418 | |
| 1 | 1393 | |
| 8 | 1390 | |
| 2 | 1348 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16331 | |
| Dash Punctuation | 2333 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 3268 | |
| 4 | 1967 | |
| 5 | 1449 | |
| 7 | 1432 | |
| 6 | 1432 | |
| 9 | 1418 | |
| 1 | 1393 | |
| 8 | 1390 | |
| 2 | 1348 | |
| 0 | 1234 | 7.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2333 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 18664 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 3268 | |
| - | 2333 | |
| 4 | 1967 | |
| 5 | 1449 | |
| 7 | 1432 | |
| 6 | 1432 | |
| 9 | 1418 | |
| 1 | 1393 | |
| 8 | 1390 | |
| 2 | 1348 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18664 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 3268 | |
| - | 2333 | |
| 4 | 1967 | |
| 5 | 1449 | |
| 7 | 1432 | |
| 6 | 1432 | |
| 9 | 1418 | |
| 1 | 1393 | |
| 8 | 1390 | |
| 2 | 1348 |
international plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2106 | |
| True | 227 | 9.7% |
voice mail plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1695 | |
| True | 638 | 27.3% |
number vmail messages
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 45 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0282898 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 1695 |
| Zeros (%) | 72.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 19 |
| 95-th percentile | 36 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.665229 |
|---|---|
| Coefficient of variation (CV) | 1.7021345 |
| Kurtosis | -0.0077367371 |
| Mean | 8.0282898 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2803362 |
| Sum | 18730 |
| Variance | 186.73848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 0 | 1695 | |
| 31 | 54 | 2.3% |
| 30 | 34 | 1.5% |
| 28 | 33 | 1.4% |
| 24 | 32 | 1.4% |
| 33 | 31 | 1.3% |
| 27 | 30 | 1.3% |
| 29 | 30 | 1.3% |
| 26 | 27 | 1.2% |
| 35 | 26 | 1.1% |
| Other values (35) | 341 | 14.6% |
| Value | Count | Frequency (%) |
| 0 | 1695 | |
| 4 | 1 | < 0.1% |
| 8 | 2 | 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 3 | 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 5 | 0.2% |
| 15 | 7 | 0.3% |
| 16 | 10 | 0.4% |
| Value | Count | Frequency (%) |
| 51 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 48 | 2 | 0.1% |
| 47 | 1 | < 0.1% |
| 46 | 3 | 0.1% |
| 45 | 5 | |
| 44 | 6 | |
| 43 | 8 | |
| 42 | 10 |
total day minutes
Real number (ℝ)
| Distinct | 1402 |
|---|---|
| Distinct (%) | 60.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.65568 |
| Minimum | 0 |
|---|---|
| Maximum | 350.8 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.82 |
| Q1 | 143.4 |
| median | 179.2 |
| Q3 | 216.3 |
| 95-th percentile | 269.74 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 72.9 |
Descriptive statistics
| Standard deviation | 54.546284 |
|---|---|
| Coefficient of variation (CV) | 0.30361569 |
| Kurtosis | 0.009237259 |
| Mean | 179.65568 |
| Median Absolute Deviation (MAD) | 36.4 |
| Skewness | -0.0090433835 |
| Sum | 419136.7 |
| Variance | 2975.2971 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 174.5 | 7 | 0.3% |
| 175.4 | 7 | 0.3% |
| 194.8 | 6 | 0.3% |
| 178.7 | 6 | 0.3% |
| 184.5 | 6 | 0.3% |
| 154 | 6 | 0.3% |
| 146.3 | 6 | 0.3% |
| 155.2 | 5 | 0.2% |
| 133.3 | 5 | 0.2% |
| 182.1 | 5 | 0.2% |
| Other values (1392) | 2274 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.6 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 18.9 | 1 | |
| 25.9 | 1 | |
| 27 | 1 | |
| 29.9 | 1 | |
| 30.9 | 1 |
| Value | Count | Frequency (%) |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 337.4 | 1 | |
| 334.3 | 1 | |
| 329.8 | 1 | |
| 328.1 | 1 | |
| 326.5 | 1 | |
| 326.3 | 1 | |
| 324.7 | 1 | |
| 322.5 | 1 |
total day calls
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.56708 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.202414 |
|---|---|
| Coefficient of variation (CV) | 0.20088496 |
| Kurtosis | 0.15681189 |
| Mean | 100.56708 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.096612563 |
| Sum | 234623 |
| Variance | 408.13754 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 108 | 55 | 2.4% |
| 102 | 53 | 2.3% |
| 107 | 53 | 2.3% |
| 110 | 50 | 2.1% |
| 88 | 49 | 2.1% |
| 101 | 48 | 2.1% |
| 105 | 48 | 2.1% |
| 91 | 46 | 2.0% |
| 100 | 46 | 2.0% |
| 95 | 45 | 1.9% |
| Other values (105) | 1840 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 2 | |
| 42 | 2 | |
| 44 | 2 | |
| 45 | 3 | |
| 47 | 2 | |
| 48 | 3 | |
| 49 | 2 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 158 | 2 | 0.1% |
| 152 | 1 | < 0.1% |
| 151 | 5 | |
| 150 | 4 | |
| 148 | 5 | |
| 147 | 4 | |
| 146 | 4 |
total day charge
Real number (ℝ)
| Distinct | 1402 |
|---|---|
| Distinct (%) | 60.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.542015 |
| Minimum | 0 |
|---|---|
| Maximum | 59.64 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.608 |
| Q1 | 24.38 |
| median | 30.46 |
| Q3 | 36.77 |
| 95-th percentile | 45.858 |
| Maximum | 59.64 |
| Range | 59.64 |
| Interquartile range (IQR) | 12.39 |
Descriptive statistics
| Standard deviation | 9.2728474 |
|---|---|
| Coefficient of variation (CV) | 0.30360955 |
| Kurtosis | 0.0094131402 |
| Mean | 30.542015 |
| Median Absolute Deviation (MAD) | 6.19 |
| Skewness | -0.0090423646 |
| Sum | 71254.52 |
| Variance | 85.985699 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.67 | 7 | 0.3% |
| 29.82 | 7 | 0.3% |
| 33.12 | 6 | 0.3% |
| 30.38 | 6 | 0.3% |
| 31.37 | 6 | 0.3% |
| 26.18 | 6 | 0.3% |
| 24.87 | 6 | 0.3% |
| 26.38 | 5 | 0.2% |
| 22.66 | 5 | 0.2% |
| 30.96 | 5 | 0.2% |
| Other values (1392) | 2274 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.44 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 2.13 | 1 | |
| 3.21 | 1 | |
| 4.4 | 1 | |
| 4.59 | 1 | |
| 5.08 | 1 | |
| 5.25 | 1 |
| Value | Count | Frequency (%) |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 57.36 | 1 | |
| 56.83 | 1 | |
| 56.07 | 1 | |
| 55.78 | 1 | |
| 55.51 | 1 | |
| 55.47 | 1 | |
| 55.2 | 1 | |
| 54.83 | 1 |
total eve minutes
Real number (ℝ)
| Distinct | 1337 |
|---|---|
| Distinct (%) | 57.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201.17578 |
| Minimum | 0 |
|---|---|
| Maximum | 354.2 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 119.96 |
| Q1 | 167.3 |
| median | 202.4 |
| Q3 | 236 |
| 95-th percentile | 281.18 |
| Maximum | 354.2 |
| Range | 354.2 |
| Interquartile range (IQR) | 68.7 |
Descriptive statistics
| Standard deviation | 50.449386 |
|---|---|
| Coefficient of variation (CV) | 0.25077266 |
| Kurtosis | 0.090470194 |
| Mean | 201.17578 |
| Median Absolute Deviation (MAD) | 34.6 |
| Skewness | -0.063105629 |
| Sum | 469343.1 |
| Variance | 2545.1405 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 169.9 | 8 | 0.3% |
| 187 | 6 | 0.3% |
| 220.6 | 6 | 0.3% |
| 195.5 | 6 | 0.3% |
| 201 | 6 | 0.3% |
| 241.4 | 5 | 0.2% |
| 226.7 | 5 | 0.2% |
| 256.1 | 5 | 0.2% |
| 230.9 | 5 | 0.2% |
| 167.6 | 5 | 0.2% |
| Other values (1327) | 2276 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 31.2 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 49.2 | 1 | |
| 56 | 1 | |
| 58.6 | 1 | |
| 58.9 | 1 | |
| 60.8 | 1 |
| Value | Count | Frequency (%) |
| 354.2 | 1 | |
| 351.6 | 1 | |
| 350.9 | 1 | |
| 350.5 | 1 | |
| 348.5 | 1 | |
| 347.3 | 1 | |
| 341.3 | 1 | |
| 339.9 | 1 | |
| 337.1 | 1 | |
| 336 | 1 |
total eve calls
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.885555 |
| Minimum | 0 |
|---|---|
| Maximum | 168 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 168 |
| Range | 168 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.788878 |
|---|---|
| Coefficient of variation (CV) | 0.19811551 |
| Kurtosis | 0.28008549 |
| Mean | 99.885555 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.067021385 |
| Sum | 233033 |
| Variance | 391.59968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 105 | 57 | 2.4% |
| 94 | 55 | 2.4% |
| 108 | 52 | 2.2% |
| 102 | 52 | 2.2% |
| 109 | 50 | 2.1% |
| 97 | 50 | 2.1% |
| 88 | 50 | 2.1% |
| 104 | 50 | 2.1% |
| 101 | 47 | 2.0% |
| 93 | 47 | 2.0% |
| Other values (105) | 1823 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 46 | 3 | |
| 48 | 2 | |
| 50 | 3 | |
| 51 | 4 | |
| 52 | 4 | |
| 53 | 2 |
| Value | Count | Frequency (%) |
| 168 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 2 | |
| 154 | 2 | |
| 153 | 1 | < 0.1% |
| 152 | 3 | |
| 151 | 1 | < 0.1% |
| 150 | 3 |
total eve charge
Real number (ℝ)
| Distinct | 1215 |
|---|---|
| Distinct (%) | 52.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.10021 |
| Minimum | 0 |
|---|---|
| Maximum | 30.11 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.196 |
| Q1 | 14.22 |
| median | 17.2 |
| Q3 | 20.06 |
| 95-th percentile | 23.898 |
| Maximum | 30.11 |
| Range | 30.11 |
| Interquartile range (IQR) | 5.84 |
Descriptive statistics
| Standard deviation | 4.2881942 |
|---|---|
| Coefficient of variation (CV) | 0.25076851 |
| Kurtosis | 0.090357286 |
| Mean | 17.10021 |
| Median Absolute Deviation (MAD) | 2.94 |
| Skewness | -0.06314914 |
| Sum | 39894.79 |
| Variance | 18.388609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.25 | 9 | 0.4% |
| 15.9 | 9 | 0.4% |
| 16.12 | 8 | 0.3% |
| 14.44 | 8 | 0.3% |
| 17.09 | 8 | 0.3% |
| 18.79 | 7 | 0.3% |
| 18.16 | 7 | 0.3% |
| 17.77 | 7 | 0.3% |
| 18.67 | 6 | 0.3% |
| 17.94 | 6 | 0.3% |
| Other values (1205) | 2258 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.65 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.18 | 1 | |
| 4.76 | 1 | |
| 4.98 | 1 | |
| 5.01 | 1 | |
| 5.17 | 1 |
| Value | Count | Frequency (%) |
| 30.11 | 1 | |
| 29.89 | 1 | |
| 29.83 | 1 | |
| 29.79 | 1 | |
| 29.62 | 1 | |
| 29.52 | 1 | |
| 29.01 | 1 | |
| 28.89 | 1 | |
| 28.65 | 1 | |
| 28.56 | 1 |
total night minutes
Real number (ℝ)
| Distinct | 1360 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201.21174 |
| Minimum | 23.2 |
|---|---|
| Maximum | 377.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 23.2 |
|---|---|
| 5-th percentile | 117.18 |
| Q1 | 166.9 |
| median | 201.6 |
| Q3 | 236.6 |
| 95-th percentile | 282.84 |
| Maximum | 377.5 |
| Range | 354.3 |
| Interquartile range (IQR) | 69.7 |
Descriptive statistics
| Standard deviation | 50.888058 |
|---|---|
| Coefficient of variation (CV) | 0.25290799 |
| Kurtosis | 0.02417188 |
| Mean | 201.21174 |
| Median Absolute Deviation (MAD) | 34.9 |
| Skewness | -0.017880491 |
| Sum | 469427 |
| Variance | 2589.5944 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 192.7 | 6 | 0.3% |
| 214.6 | 6 | 0.3% |
| 193.6 | 6 | 0.3% |
| 197.4 | 6 | 0.3% |
| 214 | 6 | 0.3% |
| 194.3 | 6 | 0.3% |
| 191.4 | 5 | 0.2% |
| 221.6 | 5 | 0.2% |
| 223.5 | 5 | 0.2% |
| 202 | 5 | 0.2% |
| Other values (1350) | 2277 |
| Value | Count | Frequency (%) |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 50.1 | 1 | |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 | |
| 56.6 | 1 | |
| 61.4 | 1 | |
| 63.3 | 1 |
| Value | Count | Frequency (%) |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 352.5 | 1 | |
| 352.2 | 1 | |
| 349.7 | 1 | |
| 349.2 | 1 | |
| 345.8 | 1 | |
| 344.3 | 1 |
total night calls
Real number (ℝ)
| Distinct | 111 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.988856 |
| Minimum | 33 |
|---|---|
| Maximum | 164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 164 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.406455 |
|---|---|
| Coefficient of variation (CV) | 0.19408618 |
| Kurtosis | -0.15527869 |
| Mean | 99.988856 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.043855741 |
| Sum | 233274 |
| Variance | 376.61051 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 104 | 60 | 2.6% |
| 105 | 58 | 2.5% |
| 91 | 54 | 2.3% |
| 94 | 54 | 2.3% |
| 100 | 52 | 2.2% |
| 92 | 49 | 2.1% |
| 102 | 48 | 2.1% |
| 109 | 47 | 2.0% |
| 106 | 47 | 2.0% |
| 103 | 47 | 2.0% |
| Other values (101) | 1817 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 52 | 2 | 0.1% |
| 53 | 4 | |
| 54 | 1 | < 0.1% |
| 55 | 5 | |
| 56 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 164 | 1 | < 0.1% |
| 157 | 2 | |
| 156 | 2 | |
| 155 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 153 | 1 | < 0.1% |
| 152 | 2 | |
| 151 | 3 | |
| 150 | 2 | |
| 149 | 1 | < 0.1% |
total night charge
Real number (ℝ)
| Distinct | 852 |
|---|---|
| Distinct (%) | 36.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0545907 |
| Minimum | 1.04 |
|---|---|
| Maximum | 16.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 1.04 |
|---|---|
| 5-th percentile | 5.276 |
| Q1 | 7.51 |
| median | 9.07 |
| Q3 | 10.65 |
| 95-th percentile | 12.73 |
| Maximum | 16.99 |
| Range | 15.95 |
| Interquartile range (IQR) | 3.14 |
Descriptive statistics
| Standard deviation | 2.2900122 |
|---|---|
| Coefficient of variation (CV) | 0.25291173 |
| Kurtosis | 0.023898665 |
| Mean | 9.0545907 |
| Median Absolute Deviation (MAD) | 1.57 |
| Skewness | -0.017924807 |
| Sum | 21124.36 |
| Variance | 5.2441559 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.66 | 10 | 0.4% |
| 7.69 | 10 | 0.4% |
| 9.32 | 10 | 0.4% |
| 9.18 | 9 | 0.4% |
| 8.47 | 9 | 0.4% |
| 8.64 | 9 | 0.4% |
| 9.63 | 9 | 0.4% |
| 8.59 | 9 | 0.4% |
| 9.09 | 9 | 0.4% |
| 7.52 | 9 | 0.4% |
| Other values (842) | 2240 |
| Value | Count | Frequency (%) |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.25 | 1 | |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 | |
| 2.55 | 1 | |
| 2.76 | 1 | |
| 2.85 | 1 |
| Value | Count | Frequency (%) |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 15.86 | 1 | |
| 15.85 | 1 | |
| 15.74 | 1 | |
| 15.71 | 1 | |
| 15.56 | 1 | |
| 15.49 | 1 |
total intl minutes
Real number (ℝ)
| Distinct | 154 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.269567 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 9 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.4 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.7776012 |
|---|---|
| Coefficient of variation (CV) | 0.27046916 |
| Kurtosis | 0.46548857 |
| Mean | 10.269567 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.2061847 |
| Sum | 23958.9 |
| Variance | 7.7150683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 42 | 1.8% |
| 11.1 | 41 | 1.8% |
| 10 | 41 | 1.8% |
| 11.3 | 40 | 1.7% |
| 9.7 | 40 | 1.7% |
| 10.5 | 39 | 1.7% |
| 10.1 | 39 | 1.7% |
| 11.5 | 38 | 1.6% |
| 10.6 | 38 | 1.6% |
| 9.8 | 38 | 1.6% |
| Other values (144) | 1937 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 1.3 | 1 | < 0.1% |
| 2 | 2 | 0.1% |
| 2.1 | 2 | 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| 2.9 | 2 | 0.1% |
| 3.3 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 2 | |
| 17.8 | 2 | |
| 17.6 | 2 | |
| 17.5 | 3 | |
| 17.3 | 1 | < 0.1% |
| 17.1 | 1 | < 0.1% |
| 17 | 2 |
total intl calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5032147 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 9 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5075551 |
|---|---|
| Coefficient of variation (CV) | 0.55683668 |
| Kurtosis | 3.5281097 |
| Mean | 4.5032147 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3994611 |
| Sum | 10506 |
| Variance | 6.2878327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 3 | 461 | |
| 4 | 424 | |
| 2 | 354 | |
| 5 | 319 | |
| 6 | 235 | |
| 7 | 168 | 7.2% |
| 1 | 114 | 4.9% |
| 8 | 84 | 3.6% |
| 9 | 75 | 3.2% |
| 10 | 32 | 1.4% |
| Other values (11) | 67 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 9 | 0.4% |
| 1 | 114 | 4.9% |
| 2 | 354 | |
| 3 | 461 | |
| 4 | 424 | |
| 5 | 319 | |
| 6 | 235 | |
| 7 | 168 | 7.2% |
| 8 | 84 | 3.6% |
| 9 | 75 | 3.2% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 3 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | 0.1% |
| 15 | 6 | 0.3% |
| 14 | 4 | 0.2% |
| 13 | 9 | |
| 12 | 11 | |
| 11 | 20 |
total intl charge
Real number (ℝ)
| Distinct | 154 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7733648 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 9 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.81 |
| Q3 | 3.27 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.74992947 |
|---|---|
| Coefficient of variation (CV) | 0.27040419 |
| Kurtosis | 0.46643626 |
| Mean | 2.7733648 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.20624876 |
| Sum | 6470.26 |
| Variance | 0.56239421 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.97 | 42 | 1.8% |
| 3 | 41 | 1.8% |
| 2.7 | 41 | 1.8% |
| 3.05 | 40 | 1.7% |
| 2.62 | 40 | 1.7% |
| 2.84 | 39 | 1.7% |
| 2.73 | 39 | 1.7% |
| 3.11 | 38 | 1.6% |
| 2.86 | 38 | 1.6% |
| 2.65 | 38 | 1.6% |
| Other values (144) | 1937 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.35 | 1 | < 0.1% |
| 0.54 | 2 | 0.1% |
| 0.57 | 2 | 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.73 | 1 | < 0.1% |
| 0.78 | 2 | 0.1% |
| 0.89 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 2 | |
| 4.81 | 2 | |
| 4.75 | 2 | |
| 4.73 | 3 | |
| 4.67 | 1 | < 0.1% |
| 4.62 | 1 | < 0.1% |
| 4.59 | 2 |
customer service calls
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5516502 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 508 |
| Zeros (%) | 21.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3287018 |
|---|---|
| Coefficient of variation (CV) | 0.85631531 |
| Kurtosis | 1.5878123 |
| Mean | 1.5516502 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0853073 |
| Sum | 3620 |
| Variance | 1.7654486 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 823 | |
| 2 | 513 | |
| 0 | 508 | |
| 3 | 294 | 12.6% |
| 4 | 125 | 5.4% |
| 5 | 43 | 1.8% |
| 6 | 19 | 0.8% |
| 7 | 5 | 0.2% |
| 8 | 2 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 508 | |
| 1 | 823 | |
| 2 | 513 | |
| 3 | 294 | 12.6% |
| 4 | 125 | 5.4% |
| 5 | 43 | 1.8% |
| 6 | 19 | 0.8% |
| 7 | 5 | 0.2% |
| 8 | 2 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 2 | 0.1% |
| 7 | 5 | 0.2% |
| 6 | 19 | 0.8% |
| 5 | 43 | 1.8% |
| 4 | 125 | 5.4% |
| 3 | 294 | 12.6% |
| 2 | 513 | |
| 1 | 823 | |
| 0 | 508 |
churn
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1984 | |
| True | 349 | 15.0% |
| account length | number vmail messages | total day minutes | total day calls | total day charge | total eve minutes | total eve calls | total eve charge | total night minutes | total night calls | total night charge | total intl minutes | total intl calls | total intl charge | customer service calls | state | area code | international plan | voice mail plan | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account length | 1.000 | -0.009 | 0.016 | 0.034 | 0.016 | -0.010 | 0.005 | -0.010 | -0.025 | -0.015 | -0.025 | 0.019 | 0.017 | 0.019 | -0.002 | 0.028 | 0.029 | 0.000 | 0.000 | 0.000 |
| number vmail messages | -0.009 | 1.000 | -0.008 | -0.001 | -0.008 | -0.002 | -0.002 | -0.002 | -0.016 | 0.006 | -0.016 | 0.005 | -0.002 | 0.005 | -0.005 | 0.000 | 0.000 | 0.041 | 0.997 | 0.094 |
| total day minutes | 0.016 | -0.008 | 1.000 | -0.006 | 1.000 | 0.021 | 0.038 | 0.021 | 0.001 | 0.024 | 0.001 | -0.007 | -0.004 | -0.007 | -0.020 | 0.023 | 0.038 | 0.051 | 0.050 | 0.362 |
| total day calls | 0.034 | -0.001 | -0.006 | 1.000 | -0.006 | -0.005 | 0.012 | -0.005 | 0.027 | -0.003 | 0.027 | -0.002 | -0.000 | -0.002 | -0.027 | 0.019 | 0.000 | 0.000 | 0.000 | 0.067 |
| total day charge | 0.016 | -0.008 | 1.000 | -0.006 | 1.000 | 0.021 | 0.038 | 0.021 | 0.001 | 0.024 | 0.001 | -0.007 | -0.004 | -0.007 | -0.020 | 0.024 | 0.038 | 0.049 | 0.049 | 0.362 |
| total eve minutes | -0.010 | -0.002 | 0.021 | -0.005 | 0.021 | 1.000 | -0.001 | 1.000 | -0.022 | 0.011 | -0.022 | 0.002 | 0.007 | 0.002 | -0.029 | 0.000 | 0.020 | 0.029 | 0.000 | 0.079 |
| total eve calls | 0.005 | -0.002 | 0.038 | 0.012 | 0.038 | -0.001 | 1.000 | -0.001 | 0.011 | -0.001 | 0.011 | -0.002 | 0.024 | -0.002 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| total eve charge | -0.010 | -0.002 | 0.021 | -0.005 | 0.021 | 1.000 | -0.001 | 1.000 | -0.022 | 0.011 | -0.022 | 0.002 | 0.007 | 0.002 | -0.029 | 0.000 | 0.020 | 0.029 | 0.000 | 0.079 |
| total night minutes | -0.025 | -0.016 | 0.001 | 0.027 | 0.001 | -0.022 | 0.011 | -0.022 | 1.000 | 0.006 | 1.000 | -0.017 | -0.007 | -0.017 | -0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 |
| total night calls | -0.015 | 0.006 | 0.024 | -0.003 | 0.024 | 0.011 | -0.001 | 0.011 | 0.006 | 1.000 | 0.006 | -0.010 | 0.004 | -0.010 | -0.008 | 0.032 | 0.020 | 0.000 | 0.000 | 0.000 |
| total night charge | -0.025 | -0.016 | 0.001 | 0.027 | 0.001 | -0.022 | 0.011 | -0.022 | 1.000 | 0.006 | 1.000 | -0.017 | -0.007 | -0.017 | -0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| total intl minutes | 0.019 | 0.005 | -0.007 | -0.002 | -0.007 | 0.002 | -0.002 | 0.002 | -0.017 | -0.010 | -0.017 | 1.000 | 0.001 | 1.000 | -0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 |
| total intl calls | 0.017 | -0.002 | -0.004 | -0.000 | -0.004 | 0.007 | 0.024 | 0.007 | -0.007 | 0.004 | -0.007 | 0.001 | 1.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.095 |
| total intl charge | 0.019 | 0.005 | -0.007 | -0.002 | -0.007 | 0.002 | -0.002 | 0.002 | -0.017 | -0.010 | -0.017 | 1.000 | 0.001 | 1.000 | -0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 |
| customer service calls | -0.002 | -0.005 | -0.020 | -0.027 | -0.020 | -0.029 | 0.014 | -0.029 | -0.012 | -0.008 | -0.012 | -0.009 | 0.000 | -0.009 | 1.000 | 0.017 | 0.000 | 0.073 | 0.017 | 0.317 |
| state | 0.028 | 0.000 | 0.023 | 0.019 | 0.024 | 0.000 | 0.000 | 0.000 | 0.006 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 1.000 | 0.000 | 0.063 | 0.000 | 0.088 |
| area code | 0.029 | 0.000 | 0.038 | 0.000 | 0.038 | 0.020 | 0.000 | 0.020 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 | 0.000 | 0.000 |
| international plan | 0.000 | 0.041 | 0.051 | 0.000 | 0.049 | 0.029 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.073 | 0.063 | 0.047 | 1.000 | 0.000 | 0.228 |
| voice mail plan | 0.000 | 0.997 | 0.050 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 1.000 | 0.089 |
| churn | 0.000 | 0.094 | 0.362 | 0.067 | 0.362 | 0.079 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.042 | 0.095 | 0.042 | 0.317 | 0.088 | 0.000 | 0.228 | 0.089 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| state | account length | area code | phone number | international plan | voice mail plan | number vmail messages | total day minutes | total day calls | total day charge | total eve minutes | total eve calls | total eve charge | total night minutes | total night calls | total night charge | total intl minutes | total intl calls | total intl charge | customer service calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1402 | NE | 70 | 415 | 421-8535 | no | no | 0 | 213.4 | 86 | 36.28 | 204.7 | 77 | 17.40 | 256.6 | 101 | 11.55 | 5.7 | 4 | 1.54 | 1 | False |
| 1855 | WI | 67 | 510 | 417-2265 | no | no | 0 | 109.1 | 134 | 18.55 | 142.3 | 76 | 12.10 | 91.2 | 86 | 4.10 | 10.9 | 5 | 2.94 | 2 | False |
| 633 | NJ | 122 | 415 | 327-9341 | no | yes | 34 | 146.4 | 104 | 24.89 | 89.7 | 103 | 7.62 | 220.0 | 91 | 9.90 | 15.6 | 4 | 4.21 | 2 | False |
| 1483 | NV | 107 | 510 | 419-9688 | yes | no | 0 | 234.1 | 91 | 39.80 | 163.1 | 105 | 13.86 | 282.5 | 100 | 12.71 | 10.0 | 3 | 2.70 | 1 | False |
| 2638 | HI | 105 | 510 | 364-8128 | no | no | 0 | 125.4 | 116 | 21.32 | 261.5 | 95 | 22.23 | 241.6 | 104 | 10.87 | 11.4 | 9 | 3.08 | 2 | False |
| 733 | NM | 85 | 408 | 338-9210 | no | yes | 37 | 229.6 | 123 | 39.03 | 132.3 | 90 | 11.25 | 211.9 | 76 | 9.54 | 9.5 | 8 | 2.57 | 2 | False |
| 28 | MO | 20 | 415 | 353-2630 | no | no | 0 | 190.0 | 109 | 32.30 | 258.2 | 84 | 21.95 | 181.5 | 102 | 8.17 | 6.3 | 6 | 1.70 | 0 | False |
| 110 | MI | 120 | 408 | 409-3786 | no | no | 0 | 165.0 | 100 | 28.05 | 317.2 | 83 | 26.96 | 119.2 | 86 | 5.36 | 8.3 | 8 | 2.24 | 1 | False |
| 2028 | SD | 93 | 510 | 408-4836 | no | no | 0 | 328.1 | 106 | 55.78 | 151.7 | 89 | 12.89 | 303.5 | 114 | 13.66 | 8.7 | 3 | 2.35 | 1 | True |
| 2670 | WY | 116 | 510 | 392-2733 | no | yes | 12 | 221.0 | 108 | 37.57 | 151.0 | 118 | 12.84 | 179.0 | 80 | 8.06 | 9.0 | 6 | 2.43 | 2 | False |
| state | account length | area code | phone number | international plan | voice mail plan | number vmail messages | total day minutes | total day calls | total day charge | total eve minutes | total eve calls | total eve charge | total night minutes | total night calls | total night charge | total intl minutes | total intl calls | total intl charge | customer service calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 96 | MT | 73 | 415 | 370-3450 | no | no | 0 | 160.1 | 110 | 27.22 | 213.3 | 72 | 18.13 | 174.1 | 72 | 7.83 | 13.0 | 4 | 3.51 | 0 | False |
| 1761 | TN | 127 | 415 | 339-7684 | no | yes | 28 | 235.6 | 124 | 40.05 | 236.8 | 113 | 20.13 | 241.2 | 127 | 10.85 | 7.7 | 2 | 2.08 | 1 | False |
| 3286 | OH | 106 | 415 | 352-2270 | no | yes | 30 | 220.1 | 105 | 37.42 | 222.2 | 109 | 18.89 | 158.4 | 96 | 7.13 | 13.1 | 8 | 3.54 | 0 | False |
| 1593 | KS | 105 | 415 | 405-1108 | yes | no | 0 | 273.9 | 119 | 46.56 | 278.6 | 103 | 23.68 | 255.3 | 90 | 11.49 | 10.9 | 7 | 2.94 | 1 | True |
| 1147 | MN | 95 | 408 | 340-4627 | no | yes | 32 | 262.2 | 123 | 44.57 | 165.2 | 82 | 14.04 | 194.3 | 57 | 8.74 | 10.6 | 5 | 2.86 | 0 | False |
| 2154 | WY | 126 | 408 | 339-9798 | yes | no | 0 | 197.6 | 126 | 33.59 | 246.5 | 112 | 20.95 | 285.3 | 104 | 12.84 | 12.5 | 8 | 3.38 | 2 | False |
| 3089 | WV | 70 | 510 | 348-3777 | no | yes | 30 | 143.4 | 72 | 24.38 | 170.0 | 92 | 14.45 | 127.9 | 68 | 5.76 | 9.4 | 4 | 2.54 | 3 | False |
| 1766 | NJ | 125 | 415 | 406-6400 | no | no | 0 | 182.3 | 64 | 30.99 | 139.8 | 121 | 11.88 | 171.6 | 96 | 7.72 | 11.6 | 7 | 3.13 | 2 | False |
| 1122 | NE | 159 | 415 | 362-5111 | no | no | 0 | 189.1 | 105 | 32.15 | 246.1 | 147 | 20.92 | 242.0 | 106 | 10.89 | 10.4 | 5 | 2.81 | 1 | True |
| 1346 | PA | 106 | 408 | 403-9167 | yes | no | 0 | 133.7 | 45 | 22.73 | 187.8 | 107 | 15.96 | 181.9 | 89 | 8.19 | 10.7 | 2 | 2.89 | 1 | True |